diff --git a/torchgeo/transforms/indices.py b/torchgeo/transforms/indices.py
index 7f7212b6e9e..dae8f55b5c3 100644
--- a/torchgeo/transforms/indices.py
+++ b/torchgeo/transforms/indices.py
@@ -12,7 +12,7 @@
 
 import torch
 from torch import Tensor
-from torch.nn import Module  # type: ignore[attr-defined]
+from torch.nn.modules import Module
 
 # https://github.com/pytorch/pytorch/issues/60979
 # https://github.com/pytorch/pytorch/pull/61045
@@ -90,7 +90,7 @@ def ndwi(green: Tensor, nir: Tensor) -> Tensor:
     return (green - nir) / ((green + nir) + _EPSILON)
 
 
-class AppendNDBI(Module):  # type: ignore[misc,name-defined]
+class AppendNDBI(Module):
     """Normalized Difference Built-up Index (NDBI).
 
     If you use this dataset in your research, please cite the following paper:
@@ -132,7 +132,7 @@ def forward(self, sample: Dict[str, Tensor]) -> Dict[str, Tensor]:
         return sample
 
 
-class AppendNBR(Module):  # type: ignore[misc,name-defined]
+class AppendNBR(Module):
     """Normalized Burn Ratio (NBR).
 
     .. versionadded:: 0.2.0
@@ -172,7 +172,7 @@ def forward(self, sample: Dict[str, Tensor]) -> Dict[str, Tensor]:
         return sample
 
 
-class AppendNDSI(Module):  # type: ignore[misc,name-defined]
+class AppendNDSI(Module):
     """Normalized Difference Snow Index (NDSI).
 
     If you use this dataset in your research, please cite the following paper:
@@ -214,7 +214,7 @@ def forward(self, sample: Dict[str, Tensor]) -> Dict[str, Tensor]:
         return sample
 
 
-class AppendNDVI(Module):  # type: ignore[misc,name-defined]
+class AppendNDVI(Module):
     """Normalized Difference Vegetation Index (NDVI).
 
     If you use this dataset in your research, please cite the following paper:
@@ -256,7 +256,7 @@ def forward(self, sample: Dict[str, Tensor]) -> Dict[str, Tensor]:
         return sample
 
 
-class AppendNDWI(Module):  # type: ignore[misc,name-defined]
+class AppendNDWI(Module):
     """Normalized Difference Water Index (NDWI).
 
     If you use this dataset in your research, please cite the following paper:
diff --git a/torchgeo/transforms/transforms.py b/torchgeo/transforms/transforms.py
index b1b8cda3af8..67be28c31bb 100644
--- a/torchgeo/transforms/transforms.py
+++ b/torchgeo/transforms/transforms.py
@@ -8,14 +8,14 @@
 import kornia.augmentation as K
 import torch
 from torch import Tensor
-from torch.nn import Module  # type: ignore[attr-defined]
+from torch.nn.modules import Module
 
 # https://github.com/pytorch/pytorch/issues/60979
 # https://github.com/pytorch/pytorch/pull/61045
 Module.__module__ = "torch.nn"
 
 
-class AugmentationSequential(Module):  # type: ignore[misc]
+class AugmentationSequential(Module):
     """Wrapper around kornia AugmentationSequential to handle input dicts."""
 
     def __init__(self, *args: Module, data_keys: List[str]) -> None: